Activity Recognition on DG
59.8Macro F1 ScoreKAN-MLP-Mixer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| KAN-MLP-Mixer2026.05 | 59.8 | — | — | — | |
| KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.05 | 58.9 | — | — | — | |
| EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.05 | 58.7 | — | — | — | |
| KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.05 | 58.6 | — | — | — | |
| EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.05 | 58.4 | — | — | — | |
| LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.05 | 58.4 | — | — | — | |
| MLPHAR2026.05 | 58 | — | — | — | |
| LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.05 | 57.9 | — | — | — | |
| EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.05 | 57.2 | — | — | — | |
| KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.05 | 57.1 | — | — | — | |
| LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.05 | 56.8 | — | — | — | |
| FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.05 | 56.2 | — | — | — | |
| FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.05 | 56 | — | — | — | |
| FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.05 | 55.8 | — | — | — | |
| WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.05 | 55.3 | — | — | — | |
| WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.05 | 54.8 | — | — | — | |
| FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.05 | 54.7 | — | — | — | |
| FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.05 | 54.3 | — | — | — | |
| FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.05 | 54.1 | — | — | — | |
| WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.05 | 52.3 | — | — | — |